| A comparative study between vision transformers and CNNs in digital pathology | Jun 1, 2022 | Inductive Biaswhole slide images | —Unverified | 0 |
| VQ-AR: Vector Quantized Autoregressive Probabilistic Time Series Forecasting | May 31, 2022 | Decision MakingInductive Bias | —Unverified | 0 |
| Temporal Latent Bottleneck: Synthesis of Fast and Slow Processing Mechanisms in Sequence Learning | May 30, 2022 | Decision MakingInductive Bias | CodeCode Available | 0 |
| Towards Faithful and Consistent Explanations for Graph Neural Networks | May 27, 2022 | Inductive BiasNetwork Interpretation | —Unverified | 0 |
| ES-GNN: Generalizing Graph Neural Networks Beyond Homophily with Edge Splitting | May 27, 2022 | DenoisingInductive Bias | CodeCode Available | 0 |
| MissDAG: Causal Discovery in the Presence of Missing Data with Continuous Additive Noise Models | May 27, 2022 | Causal DiscoveryImputation | CodeCode Available | 0 |
| Do we really need temporal convolutions in action segmentation? | May 26, 2022 | Action ClassificationAction Segmentation | CodeCode Available | 0 |
| Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers | May 17, 2022 | Inductive Bias | —Unverified | 0 |
| Dynamic Recognition of Speakers for Consent Management by Contrastive Embedding Replay | May 17, 2022 | Contrastive LearningInductive Bias | —Unverified | 0 |
| Volatility-inspired σ-LSTM cell | May 14, 2022 | EconometricsInductive Bias | —Unverified | 0 |
| Exploiting symmetry in variational quantum machine learning | May 12, 2022 | BIG-bench Machine LearningInductive Bias | —Unverified | 0 |
| Disentangling A Single MR Modality | May 10, 2022 | AnatomyDisentanglement | —Unverified | 0 |
| REMuS-GNN: A Rotation-Equivariant Model for Simulating Continuum Dynamics | May 5, 2022 | Inductive Bias | —Unverified | 0 |
| Invariant Content Synergistic Learning for Domain Generalization of Medical Image Segmentation | May 5, 2022 | Domain GeneralizationImage Segmentation | —Unverified | 0 |
| One Wug, Two Wug+s Transformer Inflection Models Hallucinate Affixes | May 1, 2022 | Data AugmentationHallucination | —Unverified | 0 |
| Fire Burns, Sword Cuts: Commonsense Inductive Bias for Exploration in Text-based Games | May 1, 2022 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 0 |
| A Theory of Natural Intelligence | Apr 22, 2022 | Inductive Bias | —Unverified | 0 |
| Learning Theory of Mind via Dynamic Traits Attribution | Apr 17, 2022 | Future predictionInductive Bias | —Unverified | 0 |
| Divide & Conquer Imitation Learning | Apr 15, 2022 | Deep Reinforcement LearningImitation Learning | CodeCode Available | 0 |
| 3D Shuffle-Mixer: An Efficient Context-Aware Vision Learner of Transformer-MLP Paradigm for Dense Prediction in Medical Volume | Apr 14, 2022 | Inductive BiasPrediction | —Unverified | 0 |
| Benchmarking Active Learning Strategies for Materials Optimization and Discovery | Apr 12, 2022 | Active LearningBenchmarking | —Unverified | 0 |
| Equivariance Discovery by Learned Parameter-Sharing | Apr 7, 2022 | Inductive BiasTranslation | CodeCode Available | 0 |
| Zero-shot Blind Image Denoising via Implicit Neural Representations | Apr 5, 2022 | DenoisingImage Denoising | —Unverified | 0 |
| Vision Transformer Equipped with Neural Resizer on Facial Expression Recognition Task | Apr 5, 2022 | Facial Expression RecognitionFacial Expression Recognition (FER) | —Unverified | 0 |
| Disentangling Abstraction from Statistical Pattern Matching in Human and Machine Learning | Apr 4, 2022 | BIG-bench Machine LearningInductive Bias | CodeCode Available | 0 |
| Mutual information estimation for graph convolutional neural networks | Mar 31, 2022 | Inductive BiasInformation Plane | —Unverified | 0 |
| Efficient Localness Transformer for Smart Sensor-Based Energy Disaggregation | Mar 29, 2022 | energy managementInductive Bias | —Unverified | 0 |
| A single Long Short-Term Memory network for enhancing the prediction of path-dependent plasticity with material heterogeneity and anisotropy | Mar 29, 2022 | Inductive Bias | —Unverified | 0 |
| DepthFormer: Exploiting Long-Range Correlation and Local Information for Accurate Monocular Depth Estimation | Mar 27, 2022 | Depth EstimationInductive Bias | CodeCode Available | 0 |
| Transforming Model Prediction for Tracking | Mar 21, 2022 | Inductive Biasmodel | —Unverified | 0 |
| Coloring the Blank Slate: Pre-training Imparts a Hierarchical Inductive Bias to Sequence-to-sequence Models | Mar 17, 2022 | Inductive Bias | CodeCode Available | 0 |
| Multilingual Mix: Example Interpolation Improves Multilingual Neural Machine Translation | Mar 15, 2022 | DecoderInductive Bias | —Unverified | 0 |
| Deep Transformers Thirst for Comprehensive-Frequency Data | Mar 14, 2022 | Inductive Bias | CodeCode Available | 0 |
| Graph Neural Networks for Relational Inductive Bias in Vision-based Deep Reinforcement Learning of Robot Control | Mar 11, 2022 | Deep Reinforcement LearningGraph Neural Network | —Unverified | 0 |
| The Transitive Information Theory and its Application to Deep Generative Models | Mar 9, 2022 | Inductive BiasVariational Inference | —Unverified | 0 |
| Regularized Deep Signed Distance Fields for Reactive Motion Generation | Mar 9, 2022 | Inductive BiasMotion Generation | —Unverified | 0 |
| Fast Rates for Noisy Interpolation Require Rethinking the Effects of Inductive Bias | Mar 7, 2022 | Inductive Biasvalid | CodeCode Available | 0 |
| Discovering Inductive Bias with Gibbs Priors: A Diagnostic Tool for Approximate Bayesian Inference | Mar 7, 2022 | Bayesian InferenceDiagnostic | CodeCode Available | 0 |
| Graph Neural Networks for Image Classification and Reinforcement Learning using Graph representations | Mar 7, 2022 | image-classificationImage Classification | —Unverified | 0 |
| Multi-Task Multi-Scale Learning For Outcome Prediction in 3D PET Images | Mar 1, 2022 | Inductive BiasMulti-Task Learning | —Unverified | 0 |
| Transformer Grammars: Augmenting Transformer Language Models with Syntactic Inductive Biases at Scale | Mar 1, 2022 | Inductive BiasLanguage Modeling | —Unverified | 0 |
| Learning Multi-Task Gaussian Process Over Heterogeneous Input Domains | Feb 25, 2022 | Dimensionality ReductionInductive Bias | —Unverified | 0 |
| Learning Dynamics and Structure of Complex Systems Using Graph Neural Networks | Feb 22, 2022 | Inductive BiasTime Series | —Unverified | 0 |
| Delving Deeper into Cross-lingual Visual Question Answering | Feb 15, 2022 | Inductive BiasQuestion Answering | CodeCode Available | 0 |
| Geometrically Equivariant Graph Neural Networks: A Survey | Feb 15, 2022 | Inductive BiasSurvey | —Unverified | 0 |
| Continuously Generalized Ordinal Regression for Linear and Deep Models | Feb 14, 2022 | Inductive Biasregression | —Unverified | 0 |
| The no-free-lunch theorems of supervised learning | Feb 9, 2022 | Inductive BiasLearning Theory | —Unverified | 0 |
| The Implicit Bias of Gradient Descent on Generalized Gated Linear Networks | Feb 5, 2022 | Inductive Bias | CodeCode Available | 0 |
| Image-to-Image MLP-mixer for Image Reconstruction | Feb 4, 2022 | Compressive SensingDenoising | CodeCode Available | 0 |
| Rigidity Preserving Image Transformations and Equivariance in Perspective | Jan 31, 2022 | 6D Pose Estimation using RGBInductive Bias | —Unverified | 0 |